Overview
Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 5403 |
| Missing cells (%) | 2.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.3 MiB |
| Average record size in memory | 1.1 KiB |
Variable types
| Text | 1 |
|---|---|
| Categorical | 6 |
| Boolean | 13 |
| Numeric | 10 |
Count has constant value "1" | Constant |
Quarter has constant value "Q3" | Constant |
Avg Monthly GB Download is highly overall correlated with Internet Service and 1 other fields | High correlation |
Avg Monthly Long Distance Charges is highly overall correlated with Phone Service and 1 other fields | High correlation |
Contract is highly overall correlated with Offer | High correlation |
Device Protection Plan is highly overall correlated with Monthly Charge and 1 other fields | High correlation |
Internet Service is highly overall correlated with Avg Monthly GB Download and 3 other fields | High correlation |
Internet Type is highly overall correlated with Internet Service and 1 other fields | High correlation |
Monthly Charge is highly overall correlated with Device Protection Plan and 10 other fields | High correlation |
Multiple Lines is highly overall correlated with Monthly Charge | High correlation |
Number of Referrals is highly overall correlated with Referred a Friend | High correlation |
Offer is highly overall correlated with Contract and 3 other fields | High correlation |
Online Backup is highly overall correlated with Total Charges | High correlation |
Phone Service is highly overall correlated with Avg Monthly Long Distance Charges and 1 other fields | High correlation |
Referred a Friend is highly overall correlated with Number of Referrals | High correlation |
Streaming Movies is highly overall correlated with Monthly Charge and 3 other fields | High correlation |
Streaming Music is highly overall correlated with Monthly Charge and 1 other fields | High correlation |
Streaming TV is highly overall correlated with Monthly Charge and 2 other fields | High correlation |
Tenure in Months is highly overall correlated with Offer and 3 other fields | High correlation |
Total Charges is highly overall correlated with Device Protection Plan and 8 other fields | High correlation |
Total Long Distance Charges is highly overall correlated with Avg Monthly Long Distance Charges and 3 other fields | High correlation |
Total Revenue is highly overall correlated with Monthly Charge and 4 other fields | High correlation |
Unlimited Data is highly overall correlated with Avg Monthly GB Download and 2 other fields | High correlation |
Phone Service is highly imbalanced (54.1%) | Imbalance |
Offer has 3877 (55.0%) missing values | Missing |
Internet Type has 1526 (21.7%) missing values | Missing |
Customer ID has unique values | Unique |
Number of Referrals has 3821 (54.3%) zeros | Zeros |
Avg Monthly Long Distance Charges has 682 (9.7%) zeros | Zeros |
Avg Monthly GB Download has 1526 (21.7%) zeros | Zeros |
Total Refunds has 6518 (92.5%) zeros | Zeros |
Total Extra Data Charges has 6315 (89.7%) zeros | Zeros |
Total Long Distance Charges has 682 (9.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-12-07 17:30:31.034477 |
|---|---|
| Analysis finished | 2025-12-07 17:30:43.070131 |
| Duration | 12.04 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Customer ID
Text
Unique
| Distinct | 7043 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 405.9 KiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 7043 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 8779-QRDMV |
|---|---|
| 2nd row | 7495-OOKFY |
| 3rd row | 1658-BYGOY |
| 4th row | 4598-XLKNJ |
| 5th row | 4846-WHAFZ |
| Value | Count | Frequency (%) |
| 8779-qrdmv | 1 | < 0.1% |
| 7273-tefqd | 1 | < 0.1% |
| 4598-xlknj | 1 | < 0.1% |
| 4846-whafz | 1 | < 0.1% |
| 4412-yltkf | 1 | < 0.1% |
| 0390-dcfdq | 1 | < 0.1% |
| 3445-hxxgf | 1 | < 0.1% |
| 2656-fmokz | 1 | < 0.1% |
| 2070-fnexe | 1 | < 0.1% |
| 0094-oifmo | 1 | < 0.1% |
| Other values (7033) | 7033 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7043 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Quarter
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 350.9 KiB |
| Q3 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Q3 |
|---|---|
| 2nd row | Q3 |
| 3rd row | Q3 |
| 4th row | Q3 |
| 5th row | Q3 |
Common Values
| Value | Count | Frequency (%) |
| Q3 | 7043 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| q3 | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| Q | 7043 | |
| 3 | 7043 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14086 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Q | 7043 | |
| 3 | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14086 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Q | 7043 | |
| 3 | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14086 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Q | 7043 | |
| 3 | 7043 |
Referred a Friend
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3821 | |
| True | 3222 |
Number of Referrals
Real number (ℝ)
High correlation Zeros
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9518671 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3821 |
| Zeros (%) | 54.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0011993 |
|---|---|
| Coefficient of variation (CV) | 1.5376043 |
| Kurtosis | 0.72196393 |
| Mean | 1.9518671 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4460596 |
| Sum | 13747 |
| Variance | 9.0071972 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 3821 | |
| 1 | 1086 | 15.4% |
| 5 | 264 | 3.7% |
| 3 | 255 | 3.6% |
| 7 | 248 | 3.5% |
| 9 | 238 | 3.4% |
| 2 | 236 | 3.4% |
| 4 | 236 | 3.4% |
| 10 | 223 | 3.2% |
| 6 | 221 | 3.1% |
| Other values (2) | 215 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 3821 | |
| 1 | 1086 | 15.4% |
| 2 | 236 | 3.4% |
| 3 | 255 | 3.6% |
| 4 | 236 | 3.4% |
| 5 | 264 | 3.7% |
| 6 | 221 | 3.1% |
| 7 | 248 | 3.5% |
| 8 | 213 | 3.0% |
| 9 | 238 | 3.4% |
| Value | Count | Frequency (%) |
| 11 | 2 | < 0.1% |
| 10 | 223 | |
| 9 | 238 | |
| 8 | 213 | |
| 7 | 248 | |
| 6 | 221 | |
| 5 | 264 | |
| 4 | 236 | |
| 3 | 255 | |
| 2 | 236 |
Tenure in Months
Real number (ℝ)
High correlation
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.386767 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.542061 |
|---|---|
| Coefficient of variation (CV) | 0.75778052 |
| Kurtosis | -1.3870524 |
| Mean | 32.386767 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.24054261 |
| Sum | 228100 |
| Variance | 602.31276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 10 | 127 | 1.8% |
| 8 | 123 | 1.7% |
| Other values (62) | 4770 |
| Value | Count | Frequency (%) |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| 10 | 127 | 1.8% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.3% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
Offer
Categorical
High correlation Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 3877 |
| Missing (%) | 55.0% |
| Memory size | 385.3 KiB |
| Offer B | |
|---|---|
| Offer E | |
| Offer D | |
| Offer A | |
| Offer C |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Offer E |
|---|---|
| 2nd row | Offer D |
| 3rd row | Offer C |
| 4th row | Offer C |
| 5th row | Offer C |
Common Values
| Value | Count | Frequency (%) |
| Offer B | 824 | 11.7% |
| Offer E | 805 | 11.4% |
| Offer D | 602 | 8.5% |
| Offer A | 520 | 7.4% |
| Offer C | 415 | 5.9% |
| (Missing) | 3877 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| offer | 3166 | |
| b | 824 | 13.0% |
| e | 805 | 12.7% |
| d | 602 | 9.5% |
| a | 520 | 8.2% |
| c | 415 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 6332 | |
| O | 3166 | |
| e | 3166 | |
| r | 3166 | |
| 3166 | ||
| B | 824 | 3.7% |
| E | 805 | 3.6% |
| D | 602 | 2.7% |
| A | 520 | 2.3% |
| C | 415 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22162 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 6332 | |
| O | 3166 | |
| e | 3166 | |
| r | 3166 | |
| 3166 | ||
| B | 824 | 3.7% |
| E | 805 | 3.6% |
| D | 602 | 2.7% |
| A | 520 | 2.3% |
| C | 415 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22162 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 6332 | |
| O | 3166 | |
| e | 3166 | |
| r | 3166 | |
| 3166 | ||
| B | 824 | 3.7% |
| E | 805 | 3.6% |
| D | 602 | 2.7% |
| A | 520 | 2.3% |
| C | 415 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22162 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 6332 | |
| O | 3166 | |
| e | 3166 | |
| r | 3166 | |
| 3166 | ||
| B | 824 | 3.7% |
| E | 805 | 3.6% |
| D | 602 | 2.7% |
| A | 520 | 2.3% |
| C | 415 | 1.9% |
Phone Service
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6361 | |
| False | 682 | 9.7% |
Avg Monthly Long Distance Charges
Real number (ℝ)
High correlation Zeros
| Distinct | 3584 |
|---|---|
| Distinct (%) | 50.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.958954 |
| Minimum | 0 |
|---|---|
| Maximum | 49.99 |
| Zeros | 682 |
| Zeros (%) | 9.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.21 |
| median | 22.89 |
| Q3 | 36.395 |
| 95-th percentile | 47.34 |
| Maximum | 49.99 |
| Range | 49.99 |
| Interquartile range (IQR) | 27.185 |
Descriptive statistics
| Standard deviation | 15.448113 |
|---|---|
| Coefficient of variation (CV) | 0.6728579 |
| Kurtosis | -1.2546544 |
| Mean | 22.958954 |
| Median Absolute Deviation (MAD) | 13.6 |
| Skewness | 0.049175899 |
| Sum | 161699.91 |
| Variance | 238.64421 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 682 | 9.7% |
| 18.26 | 7 | 0.1% |
| 18.74 | 6 | 0.1% |
| 30.09 | 6 | 0.1% |
| 42.55 | 6 | 0.1% |
| 45.92 | 6 | 0.1% |
| 30.07 | 6 | 0.1% |
| 25.57 | 6 | 0.1% |
| 49.51 | 6 | 0.1% |
| 18.42 | 6 | 0.1% |
| Other values (3574) | 6306 |
| Value | Count | Frequency (%) |
| 0 | 682 | |
| 1.01 | 1 | < 0.1% |
| 1.02 | 3 | < 0.1% |
| 1.03 | 1 | < 0.1% |
| 1.05 | 1 | < 0.1% |
| 1.06 | 1 | < 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.08 | 2 | < 0.1% |
| 1.09 | 2 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.99 | 1 | < 0.1% |
| 49.98 | 3 | |
| 49.96 | 2 | |
| 49.95 | 2 | |
| 49.94 | 1 | < 0.1% |
| 49.92 | 1 | < 0.1% |
| 49.91 | 3 | |
| 49.9 | 3 | |
| 49.88 | 1 | < 0.1% |
| 49.87 | 1 | < 0.1% |
Multiple Lines
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4072 | |
| True | 2971 |
Internet Service
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5517 | |
| False | 1526 | 21.7% |
Internet Type
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1526 |
| Missing (%) | 21.7% |
| Memory size | 389.1 KiB |
| Fiber Optic | |
|---|---|
| DSL | |
| Cable |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 7.7018307 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DSL |
|---|---|
| 2nd row | Fiber Optic |
| 3rd row | Fiber Optic |
| 4th row | Fiber Optic |
| 5th row | Fiber Optic |
Common Values
| Value | Count | Frequency (%) |
| Fiber Optic | 3035 | |
| DSL | 1652 | |
| Cable | 830 | 11.8% |
| (Missing) | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fiber | 3035 | |
| optic | 3035 | |
| dsl | 1652 | |
| cable | 830 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 6070 | |
| b | 3865 | |
| e | 3865 | |
| F | 3035 | |
| r | 3035 | |
| 3035 | ||
| O | 3035 | |
| p | 3035 | |
| t | 3035 | |
| c | 3035 | |
| Other values (6) | 7446 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42491 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 6070 | |
| b | 3865 | |
| e | 3865 | |
| F | 3035 | |
| r | 3035 | |
| 3035 | ||
| O | 3035 | |
| p | 3035 | |
| t | 3035 | |
| c | 3035 | |
| Other values (6) | 7446 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42491 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 6070 | |
| b | 3865 | |
| e | 3865 | |
| F | 3035 | |
| r | 3035 | |
| 3035 | ||
| O | 3035 | |
| p | 3035 | |
| t | 3035 | |
| c | 3035 | |
| Other values (6) | 7446 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42491 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 6070 | |
| b | 3865 | |
| e | 3865 | |
| F | 3035 | |
| r | 3035 | |
| 3035 | ||
| O | 3035 | |
| p | 3035 | |
| t | 3035 | |
| c | 3035 | |
| Other values (6) | 7446 |
Avg Monthly GB Download
Real number (ℝ)
High correlation Zeros
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.515405 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 1526 |
| Zeros (%) | 21.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 17 |
| Q3 | 27 |
| 95-th percentile | 69 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 20.41894 |
|---|---|
| Coefficient of variation (CV) | 0.99529792 |
| Kurtosis | 0.88150231 |
| Mean | 20.515405 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.2165839 |
| Sum | 144490 |
| Variance | 416.93313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1526 | 21.7% |
| 19 | 220 | 3.1% |
| 27 | 199 | 2.8% |
| 30 | 193 | 2.7% |
| 59 | 192 | 2.7% |
| 26 | 191 | 2.7% |
| 23 | 179 | 2.5% |
| 22 | 172 | 2.4% |
| 21 | 171 | 2.4% |
| 18 | 164 | 2.3% |
| Other values (40) | 3836 |
| Value | Count | Frequency (%) |
| 0 | 1526 | |
| 2 | 116 | 1.6% |
| 3 | 130 | 1.8% |
| 4 | 129 | 1.8% |
| 5 | 114 | 1.6% |
| 6 | 114 | 1.6% |
| 7 | 116 | 1.6% |
| 8 | 120 | 1.7% |
| 9 | 116 | 1.6% |
| 10 | 132 | 1.9% |
| Value | Count | Frequency (%) |
| 85 | 48 | 0.7% |
| 82 | 43 | 0.6% |
| 76 | 58 | 0.8% |
| 75 | 15 | 0.2% |
| 73 | 81 | |
| 71 | 42 | 0.6% |
| 69 | 75 | 1.1% |
| 59 | 192 | |
| 58 | 45 | 0.6% |
| 57 | 34 | 0.5% |
Online Security
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5024 | |
| True | 2019 |
Online Backup
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4614 | |
| True | 2429 |
Device Protection Plan
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4621 | |
| True | 2422 |
Premium Tech Support
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4999 | |
| True | 2044 |
Streaming TV
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4336 | |
| True | 2707 |
Streaming Movies
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4311 | |
| True | 2732 |
Streaming Music
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4555 | |
| True | 2488 |
Unlimited Data
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4745 | |
| False | 2298 |
Contract
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 413.3 KiB |
| Month-to-Month | |
|---|---|
| Two Year | |
| One Year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.075394 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-Month |
|---|---|
| 2nd row | Month-to-Month |
| 3rd row | Month-to-Month |
| 4th row | Month-to-Month |
| 5th row | Month-to-Month |
Common Values
| Value | Count | Frequency (%) |
| Month-to-Month | 3610 | |
| Two Year | 1883 | |
| One Year | 1550 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| month-to-month | 3610 | |
| year | 3433 | |
| two | 1883 | |
| one | 1550 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 78004 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 78004 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 78004 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Paperless Billing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4171 | |
| False | 2872 |
Payment Method
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.5 KiB |
| Bank Withdrawal | |
|---|---|
| Credit Card | |
| Mailed Check | 385 |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 13.274741 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bank Withdrawal |
|---|---|
| 2nd row | Credit Card |
| 3rd row | Bank Withdrawal |
| 4th row | Bank Withdrawal |
| 5th row | Bank Withdrawal |
Common Values
| Value | Count | Frequency (%) |
| Bank Withdrawal | 3909 | |
| Credit Card | 2749 | |
| Mailed Check | 385 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| bank | 3909 | |
| withdrawal | 3909 | |
| credit | 2749 | |
| card | 2749 | |
| mailed | 385 | 2.7% |
| check | 385 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 93494 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 93494 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 93494 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Monthly Charge
Real number (ℝ)
High correlation
| Distinct | 1585 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.761692 |
| Minimum | 18.25 |
|---|---|
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5 |
| median | 70.35 |
| Q3 | 89.85 |
| 95-th percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.35 |
Descriptive statistics
| Standard deviation | 30.090047 |
|---|---|
| Coefficient of variation (CV) | 0.46462725 |
| Kurtosis | -1.2572597 |
| Mean | 64.761692 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.22052443 |
| Sum | 456116.6 |
| Variance | 905.41093 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.85 | 45 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.9 | 44 | 0.6% |
| 19.7 | 43 | 0.6% |
| 19.65 | 43 | 0.6% |
| 20 | 43 | 0.6% |
| 20.15 | 40 | 0.6% |
| 19.55 | 40 | 0.6% |
| 19.75 | 39 | 0.6% |
| Other values (1575) | 6601 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 118.75 | 1 | |
| 118.65 | 1 | |
| 118.6 | 2 | |
| 118.35 | 1 | |
| 118.2 | 1 | |
| 117.8 | 1 | |
| 117.6 | 1 | |
| 117.5 | 1 | |
| 117.45 | 1 | |
| 117.35 | 1 |
Total Charges
Real number (ℝ)
High correlation
| Distinct | 6540 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2280.3813 |
| Minimum | 18.8 |
|---|---|
| Maximum | 8684.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 18.8 |
|---|---|
| 5-th percentile | 49.65 |
| Q1 | 400.15 |
| median | 1394.55 |
| Q3 | 3786.6 |
| 95-th percentile | 6921.025 |
| Maximum | 8684.8 |
| Range | 8666 |
| Interquartile range (IQR) | 3386.45 |
Descriptive statistics
| Standard deviation | 2266.2205 |
|---|---|
| Coefficient of variation (CV) | 0.99379016 |
| Kurtosis | -0.22769266 |
| Mean | 2280.3813 |
| Median Absolute Deviation (MAD) | 1219.75 |
| Skewness | 0.96379109 |
| Sum | 16060725 |
| Variance | 5135755.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 19.9 | 8 | 0.1% |
| 19.65 | 8 | 0.1% |
| 20.05 | 8 | 0.1% |
| 45.3 | 7 | 0.1% |
| 19.55 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 19.45 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| Other values (6530) | 6967 |
| Value | Count | Frequency (%) |
| 18.8 | 1 | < 0.1% |
| 18.85 | 2 | |
| 18.9 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 19.05 | 1 | < 0.1% |
| 19.1 | 3 | |
| 19.15 | 1 | < 0.1% |
| 19.2 | 4 | |
| 19.25 | 3 | |
| 19.3 | 4 |
| Value | Count | Frequency (%) |
| 8684.8 | 1 | |
| 8672.45 | 1 | |
| 8670.1 | 1 | |
| 8594.4 | 1 | |
| 8564.75 | 1 | |
| 8547.15 | 1 | |
| 8543.25 | 1 | |
| 8529.5 | 1 | |
| 8496.7 | 1 | |
| 8477.7 | 1 |
Total Refunds
Real number (ℝ)
Zeros
| Distinct | 500 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9621823 |
| Minimum | 0 |
|---|---|
| Maximum | 49.79 |
| Zeros | 6518 |
| Zeros (%) | 92.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 18.149 |
| Maximum | 49.79 |
| Range | 49.79 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.9026144 |
|---|---|
| Coefficient of variation (CV) | 4.0274618 |
| Kurtosis | 18.350658 |
| Mean | 1.9621823 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3285167 |
| Sum | 13819.65 |
| Variance | 62.451314 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6518 | |
| 46.06 | 2 | < 0.1% |
| 9.73 | 2 | < 0.1% |
| 32.55 | 2 | < 0.1% |
| 27.6 | 2 | < 0.1% |
| 41.74 | 2 | < 0.1% |
| 12.48 | 2 | < 0.1% |
| 29.76 | 2 | < 0.1% |
| 25.67 | 2 | < 0.1% |
| 29.88 | 2 | < 0.1% |
| Other values (490) | 507 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 6518 | |
| 1.01 | 1 | < 0.1% |
| 1.09 | 1 | < 0.1% |
| 1.27 | 1 | < 0.1% |
| 1.31 | 2 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.65 | 1 | < 0.1% |
| 1.66 | 1 | < 0.1% |
| 1.69 | 1 | < 0.1% |
| 1.83 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.79 | 1 | |
| 49.76 | 1 | |
| 49.57 | 2 | |
| 49.53 | 1 | |
| 49.51 | 1 | |
| 49.38 | 1 | |
| 49.37 | 1 | |
| 49.24 | 1 | |
| 49.23 | 1 | |
| 49.22 | 1 |
Total Extra Data Charges
Real number (ℝ)
Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8607128 |
| Minimum | 0 |
|---|---|
| Maximum | 150 |
| Zeros | 6315 |
| Zeros (%) | 89.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 60 |
| Maximum | 150 |
| Range | 150 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 25.104978 |
|---|---|
| Coefficient of variation (CV) | 3.6592376 |
| Kurtosis | 16.458874 |
| Mean | 6.8607128 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0912092 |
| Sum | 48320 |
| Variance | 630.25992 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 6315 | |
| 10 | 138 | 2.0% |
| 40 | 62 | 0.9% |
| 30 | 58 | 0.8% |
| 20 | 51 | 0.7% |
| 80 | 47 | 0.7% |
| 100 | 44 | 0.6% |
| 50 | 43 | 0.6% |
| 150 | 42 | 0.6% |
| 130 | 40 | 0.6% |
| Other values (6) | 203 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 6315 | |
| 10 | 138 | 2.0% |
| 20 | 51 | 0.7% |
| 30 | 58 | 0.8% |
| 40 | 62 | 0.9% |
| 50 | 43 | 0.6% |
| 60 | 36 | 0.5% |
| 70 | 34 | 0.5% |
| 80 | 47 | 0.7% |
| 90 | 35 | 0.5% |
| Value | Count | Frequency (%) |
| 150 | 42 | |
| 140 | 38 | |
| 130 | 40 | |
| 120 | 28 | |
| 110 | 32 | |
| 100 | 44 | |
| 90 | 35 | |
| 80 | 47 | |
| 70 | 34 | |
| 60 | 36 |
Total Long Distance Charges
Real number (ℝ)
High correlation Zeros
| Distinct | 6087 |
|---|---|
| Distinct (%) | 86.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 749.09926 |
| Minimum | 0 |
|---|---|
| Maximum | 3564.72 |
| Zeros | 682 |
| Zeros (%) | 9.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 70.545 |
| median | 401.44 |
| Q3 | 1191.1 |
| 95-th percentile | 2577.877 |
| Maximum | 3564.72 |
| Range | 3564.72 |
| Interquartile range (IQR) | 1120.555 |
Descriptive statistics
| Standard deviation | 846.66005 |
|---|---|
| Coefficient of variation (CV) | 1.1302375 |
| Kurtosis | 0.64409208 |
| Mean | 749.09926 |
| Median Absolute Deviation (MAD) | 382.12 |
| Skewness | 1.238282 |
| Sum | 5275906.1 |
| Variance | 716833.25 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 682 | 9.7% |
| 22.86 | 4 | 0.1% |
| 15.6 | 4 | 0.1% |
| 48.96 | 4 | 0.1% |
| 2077.92 | 3 | < 0.1% |
| 177.12 | 3 | < 0.1% |
| 26 | 3 | < 0.1% |
| 597.6 | 3 | < 0.1% |
| 24.48 | 3 | < 0.1% |
| 378 | 3 | < 0.1% |
| Other values (6077) | 6331 |
| Value | Count | Frequency (%) |
| 0 | 682 | |
| 1.13 | 1 | < 0.1% |
| 1.15 | 1 | < 0.1% |
| 1.17 | 1 | < 0.1% |
| 1.23 | 1 | < 0.1% |
| 1.28 | 1 | < 0.1% |
| 1.47 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3564.72 | 1 | |
| 3564 | 1 | |
| 3536.64 | 1 | |
| 3515.92 | 1 | |
| 3508.82 | 1 | |
| 3501.72 | 1 | |
| 3493.44 | 1 | |
| 3492.72 | 1 | |
| 3487.68 | 1 | |
| 3482.64 | 1 |
Total Revenue
Real number (ℝ)
High correlation
| Distinct | 6982 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3034.3791 |
| Minimum | 21.36 |
|---|---|
| Maximum | 11979.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 21.36 |
|---|---|
| 5-th percentile | 78.452 |
| Q1 | 605.61 |
| median | 2108.64 |
| Q3 | 4801.145 |
| 95-th percentile | 8747.041 |
| Maximum | 11979.34 |
| Range | 11957.98 |
| Interquartile range (IQR) | 4195.535 |
Descriptive statistics
| Standard deviation | 2865.2045 |
|---|---|
| Coefficient of variation (CV) | 0.9442474 |
| Kurtosis | -0.20345739 |
| Mean | 3034.3791 |
| Median Absolute Deviation (MAD) | 1767.61 |
| Skewness | 0.91941027 |
| Sum | 21371132 |
| Variance | 8209397.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 116.27 | 3 | < 0.1% |
| 66.56 | 3 | < 0.1% |
| 68.41 | 3 | < 0.1% |
| 24.8 | 3 | < 0.1% |
| 110.15 | 2 | < 0.1% |
| 4211.6 | 2 | < 0.1% |
| 25.05 | 2 | < 0.1% |
| 1922.7 | 2 | < 0.1% |
| 300.8 | 2 | < 0.1% |
| 509 | 2 | < 0.1% |
| Other values (6972) | 7019 |
| Value | Count | Frequency (%) |
| 21.36 | 1 | |
| 21.4 | 1 | |
| 21.61 | 1 | |
| 22.08 | 1 | |
| 22.12 | 1 | |
| 22.25 | 1 | |
| 22.28 | 1 | |
| 22.54 | 1 | |
| 23.24 | 2 | |
| 23.28 | 1 |
| Value | Count | Frequency (%) |
| 11979.34 | 1 | |
| 11868.34 | 1 | |
| 11795.78 | 1 | |
| 11688.9 | 1 | |
| 11634.53 | 1 | |
| 11596.99 | 1 | |
| 11564.37 | 1 | |
| 11529.54 | 1 | |
| 11514.81 | 1 | |
| 11501.82 | 1 |
Interactions
Correlations
| Avg Monthly GB Download | Avg Monthly Long Distance Charges | Contract | Device Protection Plan | Internet Service | Internet Type | Monthly Charge | Multiple Lines | Number of Referrals | Offer | Online Backup | Online Security | Paperless Billing | Payment Method | Phone Service | Premium Tech Support | Referred a Friend | Streaming Movies | Streaming Music | Streaming TV | Tenure in Months | Total Charges | Total Extra Data Charges | Total Long Distance Charges | Total Refunds | Total Revenue | Unlimited Data | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Avg Monthly GB Download | 1.000 | -0.049 | 0.094 | 0.293 | 0.739 | 0.048 | 0.498 | 0.161 | 0.037 | 0.031 | 0.297 | 0.280 | 0.223 | 0.129 | 0.127 | 0.274 | 0.066 | 0.310 | 0.345 | 0.303 | 0.053 | 0.295 | 0.132 | -0.026 | 0.017 | 0.217 | 0.555 |
| Avg Monthly Long Distance Charges | -0.049 | 1.000 | 0.026 | 0.043 | 0.111 | 0.222 | 0.141 | 0.207 | 0.008 | 0.016 | 0.035 | 0.057 | 0.000 | 0.023 | 0.718 | 0.072 | 0.000 | 0.000 | 0.003 | 0.014 | 0.014 | 0.059 | -0.009 | 0.651 | -0.013 | 0.209 | 0.082 |
| Contract | 0.094 | 0.026 | 1.000 | 0.227 | 0.202 | 0.095 | 0.228 | 0.121 | 0.221 | 0.504 | 0.169 | 0.236 | 0.150 | 0.117 | 0.000 | 0.273 | 0.273 | 0.125 | 0.088 | 0.116 | 0.497 | 0.346 | 0.041 | 0.321 | 0.039 | 0.360 | 0.140 |
| Device Protection Plan | 0.293 | 0.043 | 0.227 | 1.000 | 0.380 | 0.000 | 0.519 | 0.200 | 0.127 | 0.363 | 0.303 | 0.275 | 0.103 | 0.079 | 0.070 | 0.333 | 0.153 | 0.402 | 0.349 | 0.390 | 0.359 | 0.522 | 0.076 | 0.210 | 0.000 | 0.471 | 0.296 |
| Internet Service | 0.739 | 0.111 | 0.202 | 0.380 | 1.000 | 1.000 | 0.967 | 0.210 | 0.042 | 0.070 | 0.381 | 0.333 | 0.320 | 0.273 | 0.171 | 0.336 | 0.000 | 0.418 | 0.388 | 0.415 | 0.021 | 0.428 | 0.155 | 0.045 | 0.006 | 0.310 | 0.755 |
| Internet Type | 0.048 | 0.222 | 0.095 | 0.000 | 1.000 | 1.000 | 0.558 | 0.331 | 0.045 | 0.020 | 0.000 | 0.211 | 0.231 | 0.156 | 0.415 | 0.202 | 0.000 | 0.154 | 0.080 | 0.164 | 0.002 | 0.191 | 0.000 | 0.121 | 0.000 | 0.167 | 0.000 |
| Monthly Charge | 0.498 | 0.141 | 0.228 | 0.519 | 0.967 | 0.558 | 1.000 | 0.526 | 0.080 | 0.202 | 0.488 | 0.425 | 0.360 | 0.221 | 0.664 | 0.445 | 0.152 | 0.665 | 0.553 | 0.668 | 0.276 | 0.638 | 0.123 | 0.317 | 0.037 | 0.569 | 0.729 |
| Multiple Lines | 0.161 | 0.207 | 0.121 | 0.200 | 0.210 | 0.331 | 0.526 | 1.000 | 0.075 | 0.348 | 0.202 | 0.097 | 0.163 | 0.152 | 0.279 | 0.100 | 0.132 | 0.258 | 0.193 | 0.257 | 0.333 | 0.469 | 0.061 | 0.333 | 0.046 | 0.461 | 0.159 |
| Number of Referrals | 0.037 | 0.008 | 0.221 | 0.127 | 0.042 | 0.045 | 0.080 | 0.075 | 1.000 | 0.178 | 0.113 | 0.146 | 0.053 | 0.054 | 0.000 | 0.120 | 0.718 | 0.056 | 0.053 | 0.071 | 0.383 | 0.327 | -0.025 | 0.257 | 0.037 | 0.339 | 0.000 |
| Offer | 0.031 | 0.016 | 0.504 | 0.363 | 0.070 | 0.020 | 0.202 | 0.348 | 0.178 | 1.000 | 0.368 | 0.341 | 0.000 | 0.097 | 0.021 | 0.334 | 0.367 | 0.285 | 0.237 | 0.285 | 0.932 | 0.570 | 0.048 | 0.424 | 0.027 | 0.572 | 0.049 |
| Online Backup | 0.297 | 0.035 | 0.169 | 0.303 | 0.381 | 0.000 | 0.488 | 0.202 | 0.113 | 0.368 | 1.000 | 0.283 | 0.126 | 0.095 | 0.050 | 0.294 | 0.142 | 0.274 | 0.245 | 0.282 | 0.358 | 0.509 | 0.100 | 0.243 | 0.000 | 0.472 | 0.283 |
| Online Security | 0.280 | 0.057 | 0.236 | 0.275 | 0.333 | 0.211 | 0.425 | 0.097 | 0.146 | 0.341 | 0.283 | 1.000 | 0.000 | 0.044 | 0.092 | 0.354 | 0.139 | 0.187 | 0.195 | 0.175 | 0.326 | 0.420 | 0.057 | 0.198 | 0.031 | 0.383 | 0.264 |
| Paperless Billing | 0.223 | 0.000 | 0.150 | 0.103 | 0.320 | 0.231 | 0.360 | 0.163 | 0.053 | 0.000 | 0.126 | 0.000 | 1.000 | 0.185 | 0.011 | 0.036 | 0.000 | 0.211 | 0.166 | 0.223 | 0.000 | 0.158 | 0.043 | 0.019 | 0.000 | 0.133 | 0.245 |
| Payment Method | 0.129 | 0.023 | 0.117 | 0.079 | 0.273 | 0.156 | 0.221 | 0.152 | 0.054 | 0.097 | 0.095 | 0.044 | 0.185 | 1.000 | 0.024 | 0.049 | 0.058 | 0.178 | 0.134 | 0.181 | 0.095 | 0.116 | 0.032 | 0.072 | 0.014 | 0.102 | 0.197 |
| Phone Service | 0.127 | 0.718 | 0.000 | 0.070 | 0.171 | 0.415 | 0.664 | 0.279 | 0.000 | 0.021 | 0.050 | 0.092 | 0.011 | 0.024 | 1.000 | 0.095 | 0.009 | 0.030 | 0.037 | 0.019 | 0.000 | 0.151 | 0.035 | 0.341 | 0.000 | 0.185 | 0.121 |
| Premium Tech Support | 0.274 | 0.072 | 0.273 | 0.333 | 0.336 | 0.202 | 0.445 | 0.100 | 0.120 | 0.334 | 0.294 | 0.354 | 0.036 | 0.049 | 0.095 | 1.000 | 0.121 | 0.279 | 0.276 | 0.278 | 0.325 | 0.437 | 0.095 | 0.188 | 0.030 | 0.394 | 0.251 |
| Referred a Friend | 0.066 | 0.000 | 0.273 | 0.153 | 0.000 | 0.000 | 0.152 | 0.132 | 0.718 | 0.367 | 0.142 | 0.139 | 0.000 | 0.058 | 0.009 | 0.121 | 1.000 | 0.114 | 0.089 | 0.119 | 0.359 | 0.311 | 0.000 | 0.257 | 0.028 | 0.318 | 0.014 |
| Streaming Movies | 0.310 | 0.000 | 0.125 | 0.402 | 0.418 | 0.154 | 0.665 | 0.258 | 0.056 | 0.285 | 0.274 | 0.187 | 0.211 | 0.178 | 0.030 | 0.279 | 0.114 | 1.000 | 0.848 | 0.533 | 0.283 | 0.518 | 0.094 | 0.187 | 0.000 | 0.463 | 0.318 |
| Streaming Music | 0.345 | 0.003 | 0.088 | 0.349 | 0.388 | 0.080 | 0.553 | 0.193 | 0.053 | 0.237 | 0.245 | 0.195 | 0.166 | 0.134 | 0.037 | 0.276 | 0.089 | 0.848 | 1.000 | 0.455 | 0.234 | 0.440 | 0.077 | 0.149 | 0.000 | 0.392 | 0.296 |
| Streaming TV | 0.303 | 0.014 | 0.116 | 0.390 | 0.415 | 0.164 | 0.668 | 0.257 | 0.071 | 0.285 | 0.282 | 0.175 | 0.223 | 0.181 | 0.019 | 0.278 | 0.119 | 0.533 | 0.455 | 1.000 | 0.277 | 0.512 | 0.071 | 0.184 | 0.000 | 0.459 | 0.323 |
| Tenure in Months | 0.053 | 0.014 | 0.497 | 0.359 | 0.021 | 0.002 | 0.276 | 0.333 | 0.383 | 0.932 | 0.358 | 0.326 | 0.000 | 0.095 | 0.000 | 0.325 | 0.359 | 0.283 | 0.234 | 0.277 | 1.000 | 0.889 | 0.019 | 0.663 | 0.084 | 0.913 | 0.006 |
| Total Charges | 0.295 | 0.059 | 0.346 | 0.522 | 0.428 | 0.191 | 0.638 | 0.469 | 0.327 | 0.570 | 0.509 | 0.420 | 0.158 | 0.116 | 0.151 | 0.437 | 0.311 | 0.518 | 0.440 | 0.512 | 0.889 | 1.000 | 0.078 | 0.650 | 0.087 | 0.978 | 0.328 |
| Total Extra Data Charges | 0.132 | -0.009 | 0.041 | 0.076 | 0.155 | 0.000 | 0.123 | 0.061 | -0.025 | 0.048 | 0.100 | 0.057 | 0.043 | 0.032 | 0.035 | 0.095 | 0.000 | 0.094 | 0.077 | 0.071 | 0.019 | 0.078 | 1.000 | -0.004 | 0.009 | 0.067 | 0.433 |
| Total Long Distance Charges | -0.026 | 0.651 | 0.321 | 0.210 | 0.045 | 0.121 | 0.317 | 0.333 | 0.257 | 0.424 | 0.243 | 0.198 | 0.019 | 0.072 | 0.341 | 0.188 | 0.257 | 0.187 | 0.149 | 0.184 | 0.663 | 0.650 | -0.004 | 1.000 | 0.061 | 0.778 | 0.029 |
| Total Refunds | 0.017 | -0.013 | 0.039 | 0.000 | 0.006 | 0.000 | 0.037 | 0.046 | 0.037 | 0.027 | 0.000 | 0.031 | 0.000 | 0.014 | 0.000 | 0.030 | 0.028 | 0.000 | 0.000 | 0.000 | 0.084 | 0.087 | 0.009 | 0.061 | 1.000 | 0.082 | 0.024 |
| Total Revenue | 0.217 | 0.209 | 0.360 | 0.471 | 0.310 | 0.167 | 0.569 | 0.461 | 0.339 | 0.572 | 0.472 | 0.383 | 0.133 | 0.102 | 0.185 | 0.394 | 0.318 | 0.463 | 0.392 | 0.459 | 0.913 | 0.978 | 0.067 | 0.778 | 0.082 | 1.000 | 0.235 |
| Unlimited Data | 0.555 | 0.082 | 0.140 | 0.296 | 0.755 | 0.000 | 0.729 | 0.159 | 0.000 | 0.049 | 0.283 | 0.264 | 0.245 | 0.197 | 0.121 | 0.251 | 0.014 | 0.318 | 0.296 | 0.323 | 0.006 | 0.328 | 0.433 | 0.029 | 0.024 | 0.235 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Customer ID | Count | Quarter | Referred a Friend | Number of Referrals | Tenure in Months | Offer | Phone Service | Avg Monthly Long Distance Charges | Multiple Lines | Internet Service | Internet Type | Avg Monthly GB Download | Online Security | Online Backup | Device Protection Plan | Premium Tech Support | Streaming TV | Streaming Movies | Streaming Music | Unlimited Data | Contract | Paperless Billing | Payment Method | Monthly Charge | Total Charges | Total Refunds | Total Extra Data Charges | Total Long Distance Charges | Total Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 8779-QRDMV | 1 | Q3 | No | 0 | 1 | NaN | No | 0.00 | No | Yes | DSL | 8 | No | No | Yes | No | No | Yes | No | No | Month-to-Month | Yes | Bank Withdrawal | 39.65 | 39.65 | 0.00 | 20 | 0.00 | 59.65 |
| 1 | 7495-OOKFY | 1 | Q3 | Yes | 1 | 8 | Offer E | Yes | 48.85 | Yes | Yes | Fiber Optic | 17 | No | Yes | No | No | No | No | No | Yes | Month-to-Month | Yes | Credit Card | 80.65 | 633.30 | 0.00 | 0 | 390.80 | 1024.10 |
| 2 | 1658-BYGOY | 1 | Q3 | No | 0 | 18 | Offer D | Yes | 11.33 | Yes | Yes | Fiber Optic | 52 | No | No | No | No | Yes | Yes | Yes | Yes | Month-to-Month | Yes | Bank Withdrawal | 95.45 | 1752.55 | 45.61 | 0 | 203.94 | 1910.88 |
| 3 | 4598-XLKNJ | 1 | Q3 | Yes | 1 | 25 | Offer C | Yes | 19.76 | No | Yes | Fiber Optic | 12 | No | Yes | Yes | No | Yes | Yes | No | Yes | Month-to-Month | Yes | Bank Withdrawal | 98.50 | 2514.50 | 13.43 | 0 | 494.00 | 2995.07 |
| 4 | 4846-WHAFZ | 1 | Q3 | Yes | 1 | 37 | Offer C | Yes | 6.33 | Yes | Yes | Fiber Optic | 14 | No | No | No | No | No | No | No | Yes | Month-to-Month | Yes | Bank Withdrawal | 76.50 | 2868.15 | 0.00 | 0 | 234.21 | 3102.36 |
| 5 | 4412-YLTKF | 1 | Q3 | No | 0 | 27 | Offer C | Yes | 3.33 | Yes | Yes | Fiber Optic | 18 | No | No | Yes | No | No | No | No | No | Month-to-Month | Yes | Bank Withdrawal | 78.05 | 2135.50 | 0.00 | 10 | 89.91 | 2235.41 |
| 6 | 0390-DCFDQ | 1 | Q3 | Yes | 1 | 1 | Offer E | Yes | 15.28 | No | Yes | Fiber Optic | 30 | No | No | No | No | No | No | No | Yes | Month-to-Month | Yes | Mailed Check | 70.45 | 70.45 | 0.00 | 0 | 15.28 | 85.73 |
| 7 | 3445-HXXGF | 1 | Q3 | Yes | 6 | 58 | Offer B | No | 0.00 | No | Yes | DSL | 24 | No | Yes | Yes | No | No | Yes | No | Yes | Month-to-Month | Yes | Bank Withdrawal | 45.30 | 2651.20 | 40.95 | 0 | 0.00 | 2610.25 |
| 8 | 2656-FMOKZ | 1 | Q3 | No | 0 | 15 | Offer D | Yes | 44.07 | Yes | Yes | Fiber Optic | 19 | No | No | No | No | No | No | No | Yes | Month-to-Month | Yes | Mailed Check | 74.45 | 1145.70 | 0.00 | 0 | 661.05 | 1806.75 |
| 9 | 2070-FNEXE | 1 | Q3 | No | 0 | 7 | Offer E | Yes | 26.95 | No | Yes | Fiber Optic | 18 | Yes | No | No | No | No | No | No | No | Month-to-Month | No | Bank Withdrawal | 76.45 | 503.60 | 11.05 | 0 | 188.65 | 681.20 |
| Customer ID | Count | Quarter | Referred a Friend | Number of Referrals | Tenure in Months | Offer | Phone Service | Avg Monthly Long Distance Charges | Multiple Lines | Internet Service | Internet Type | Avg Monthly GB Download | Online Security | Online Backup | Device Protection Plan | Premium Tech Support | Streaming TV | Streaming Movies | Streaming Music | Unlimited Data | Contract | Paperless Billing | Payment Method | Monthly Charge | Total Charges | Total Refunds | Total Extra Data Charges | Total Long Distance Charges | Total Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 9281-CEDRU | 1 | Q3 | Yes | 2 | 68 | NaN | Yes | 8.62 | No | Yes | DSL | 53 | No | Yes | No | Yes | Yes | No | No | Yes | Two Year | No | Bank Withdrawal | 64.10 | 4326.25 | 19.12 | 0 | 586.16 | 4893.29 |
| 7034 | 0871-OPBXW | 1 | Q3 | No | 0 | 2 | Offer E | Yes | 6.85 | No | No | NaN | 0 | No | No | No | No | No | No | No | No | Month-to-Month | Yes | Mailed Check | 20.05 | 39.25 | 0.00 | 0 | 13.70 | 52.95 |
| 7035 | 9767-FFLEM | 1 | Q3 | No | 0 | 38 | NaN | Yes | 35.04 | No | Yes | Fiber Optic | 2 | No | No | No | No | No | No | No | Yes | Month-to-Month | Yes | Credit Card | 69.50 | 2625.25 | 20.19 | 0 | 1331.52 | 3936.58 |
| 7036 | 8456-QDAVC | 1 | Q3 | No | 0 | 19 | NaN | Yes | 29.55 | No | Yes | Fiber Optic | 13 | No | No | No | No | Yes | No | No | Yes | Month-to-Month | Yes | Bank Withdrawal | 78.70 | 1495.10 | 26.84 | 0 | 561.45 | 2029.71 |
| 7037 | 7750-EYXWZ | 1 | Q3 | No | 0 | 12 | NaN | No | 0.00 | No | Yes | Cable | 24 | No | Yes | Yes | Yes | Yes | Yes | Yes | Yes | One Year | No | Bank Withdrawal | 60.65 | 743.30 | 40.41 | 0 | 0.00 | 702.89 |
| 7038 | 2569-WGERO | 1 | Q3 | No | 0 | 72 | NaN | Yes | 22.77 | No | No | NaN | 0 | No | No | No | No | No | No | No | No | Two Year | Yes | Bank Withdrawal | 21.15 | 1419.40 | 19.31 | 0 | 1639.44 | 3039.53 |
| 7039 | 6840-RESVB | 1 | Q3 | Yes | 1 | 24 | Offer C | Yes | 36.05 | Yes | Yes | Cable | 24 | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes | One Year | Yes | Mailed Check | 84.80 | 1990.50 | 48.23 | 0 | 865.20 | 2807.47 |
| 7040 | 2234-XADUH | 1 | Q3 | Yes | 4 | 72 | NaN | Yes | 29.66 | Yes | Yes | Fiber Optic | 59 | No | Yes | Yes | No | Yes | Yes | Yes | Yes | One Year | Yes | Credit Card | 103.20 | 7362.90 | 45.38 | 0 | 2135.52 | 9453.04 |
| 7041 | 4801-JZAZL | 1 | Q3 | Yes | 1 | 11 | NaN | No | 0.00 | No | Yes | DSL | 17 | Yes | No | No | No | No | No | No | Yes | Month-to-Month | Yes | Bank Withdrawal | 29.60 | 346.45 | 27.24 | 0 | 0.00 | 319.21 |
| 7042 | 3186-AJIEK | 1 | Q3 | No | 0 | 66 | NaN | Yes | 30.96 | No | Yes | Fiber Optic | 11 | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes | Two Year | Yes | Bank Withdrawal | 105.65 | 6844.50 | 0.00 | 0 | 2043.36 | 8887.86 |